Discussions

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  Deterministic outputs for testing — does cache guarantee reproducibility?

  gabrialapriddle2 asked May 11, 2026 in Q&A · Unanswered

  

  

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  Singleflight + streaming — can multiple consumers attach to a single stream?

  aprilkobayashi asked May 11, 2026 in Q&A · Unanswered

  

  

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  Provider-specific model alias mapping — abstract model names from provider details

  karimhashe started May 11, 2026 in Show and tell

  

  

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  Preset inheritance and composition — DRY config for related presets

  santoyaworobey2 started May 11, 2026 in Ideas

  

  

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  Error classification logic — how does LLMix decide what is transient vs permanent?

  phonggonzales asked May 11, 2026 in Q&A · Unanswered

  

  

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  Token budget enforcement — hard limits per tenant/endpoint with graceful rejection

  merrittunderwood99 started May 11, 2026 in Ideas

  

  

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  Graceful degradation with LLMix — our fallback chain from GPT-4 to cached responses

  nadinegemayel81 started May 11, 2026 in Show and tell

  

  

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  Testing LLMix pipelines — provider mocking without network calls

  elowenvickers39 started May 11, 2026 in Show and tell

  

  

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  Batch embedding requests — does LLMix auto-batch or should I batch manually?

  landonkavanaugh55 asked May 11, 2026 in Q&A · Unanswered

  

  

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  Passing provider-specific kwargs — custom headers, org IDs, API versions

  gregorymazur26 asked May 11, 2026 in Q&A · Unanswered

  

  

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  Native Prometheus/OpenTelemetry metrics export — request latency, cache hits, breaker state

  youngjaenguyen started May 11, 2026 in Ideas

  

  

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  Multi-tenant key pool isolation — per-customer API key pools

  femibakhtiari started May 11, 2026 in Ideas

  

  

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  Streaming responses and cache write-behind — when does the cache entry become available?

  emgeisler2 asked May 11, 2026 in Q&A · Unanswered

  

  

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  MDA preset versioning with instant rollback — GitOps-style config history

  miguelshen21 started May 11, 2026 in Ideas

  

  

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  Singleflight dedup — does it merge concurrent identical requests or only sequential?

  guilhermeteixeira26 asked May 11, 2026 in Q&A · Unanswered

  

  

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  Cache invalidation beyond TTL — versioned keys and manual purge patterns

  larablackwell84 asked May 11, 2026 in Q&A · Unanswered

  

  

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  Request/response logging without leaking PII — structured redaction strategies

  raphaeldekker started May 11, 2026 in General

  

  

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  Rust vs Python vs TypeScript — which features are missing where?

  remingtondalton79 started May 10, 2026 in General

  

  

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  Key pool rotation with per-org rate limits — isolation question

  rosaliewakefield57 asked May 9, 2026 in Q&A · Unanswered

  

  

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  Two-tier cache behavior with streaming responses — are they keyed separately?

  octaviamontrose25 asked May 9, 2026 in Q&A · Unanswered

  

  

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  Circuit breaker timeout tuning for reasoning models (o3, Claude thinking mode)

  morichi started May 9, 2026 in General

  

  

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  Automatic provider failover when circuit breaker trips — fallback chain config

  junipervandenberg27 started May 9, 2026 in Ideas

  

  

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  A/B testing LLM providers in production using MDA presets — no redeploys

  prestonjeffries11 started May 9, 2026 in Show and tell

  

  

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  Welcome to llmix Discussions!

  LarHope announced May 9, 2026 in Announcements

  

  

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